Paper Citation Record · LEDGER

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty

As of 19 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2412.15608.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2412.15608 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T11:25:21.999364Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

30 of 30 outbound references displayed

verified exact1
verified fuzzy28
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6f1b9ac5-f71c-4964-abd4-8421ea58bca4 · outbound

This paper cites Edge computing: Vision and challenges,.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty Edge computing: Vision and challenges,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:25:22.352541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 00ea8be7-b1f1-499e-9908-80291d3ae66e · outbound

This paper cites Ben-Tal, L.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty Ben-Tal, L

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:25:22.342756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a2de9966-0712-4222-8f26-c5fd32363683 · outbound

This paper cites Two-stage robust edge service placement and sizing under demand uncertainty,.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty Two-stage robust edge service placement and sizing under demand uncertainty,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:25:22.332918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3efd9763-3cf5-4c84-be46-8822599c5b44 · outbound

This paper cites Resilient edge service placement under demand and node failure uncertainties,.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty Resilient edge service placement under demand and node failure uncertainties,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:25:22.322056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0032e2ee-b637-44b7-b4b7-36e3a72f931c · outbound

This paper cites A short-term traffic flow prediction method based on spatial–temporal correlation using edge computing,.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty A short-term traffic flow prediction method based on spatial–temporal correlation using edge computing,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:25:22.312341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6b91b7b3-cb64-4dc5-9b2d-757b402c4d3c · outbound

This paper cites Cloudlstm: A recurrent neural model for spatiotemporal point-cloud stream forecasting,.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty Cloudlstm: A recurrent neural model for spatiotemporal point-cloud stream forecasting,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:25:22.302650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 969aa581-c658-4677-9456-b8ed88207ce9 · outbound

This paper cites Solving two-stage robust optimization problems using a column-and-constraint generation method,.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty Solving two-stage robust optimization problems using a column-and-constraint generation method,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:25:22.292079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0ad0c265-3d0b-4b71-bca3-e5a8565bada5 · outbound

This paper cites A scalable algorithm for the placement of service function chains,.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty A scalable algorithm for the placement of service function chains,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:25:22.280968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation aa09a223-8af7-4a01-9ebc-131e136b76f7 · outbound

This paper cites Cost-efficient nfv-enabled mobile edge-cloud for low latency mobile applications,.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty Cost-efficient nfv-enabled mobile edge-cloud for low latency mobile applications,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:25:22.269482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 550c7213-2e44-49fa-af4c-48e70052b3ad · outbound

This paper cites Efficient computing resource sharing for mobile edge-cloud computing networks,.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty Efficient computing resource sharing for mobile edge-cloud computing networks,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:25:22.258705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3abab926-da93-4c77-aa7e-d99a98f950d0 · outbound

This paper cites A dy- namic reliability-aware service placement for network function virtual- ization (nfv),.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty A dy- namic reliability-aware service placement for network function virtual- ization (nfv),

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:25:22.247916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b21204a2-2422-4a6e-a18e-f329b955de45 · outbound

This paper cites Dynamic service placement in geographically distributed clouds,.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty Dynamic service placement in geographically distributed clouds,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:25:22.236415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d299eab9-d80a-454d-b562-0e9ea71f0910 · outbound

This paper cites Service placement with provable guarantees in heterogeneous edge computing systems,.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty Service placement with provable guarantees in heterogeneous edge computing systems,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:25:22.225613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0e550554-8956-4b33-8bbd-eeef687fe103 · outbound

This paper cites Follow me at the edge: Mobility- aware dynamic service placement for mobile edge computing,.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty Follow me at the edge: Mobility- aware dynamic service placement for mobile edge computing,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:25:22.215156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 872a7d6f-4b1e-4811-a95f-686691089153 · outbound

This paper cites A bandit approach to online pricing for heterogeneous edge resource allocation,.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty A bandit approach to online pricing for heterogeneous edge resource allocation,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:25:22.204478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 019d4148-1be4-488f-b72f-f8860a514c4c · outbound

This paper cites Online scaling of nfv ser- vice chains across geo-distributed datacenters,.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty Online scaling of nfv ser- vice chains across geo-distributed datacenters,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:25:22.194292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 61ab906d-4ea5-4b88-8f00-236bed65f953 · outbound

This paper cites Optimization of resource pro- visioning cost in cloud computing,.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty Optimization of resource pro- visioning cost in cloud computing,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:25:22.184224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ccadd401-ce90-4a4a-8f3a-199663aa0fda · outbound

This paper cites Dynamic cloud resource allocation considering demand uncertainty,.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty Dynamic cloud resource allocation considering demand uncertainty,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:25:22.173645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 82fb37c5-ab02-4a77-88b3-6203bd47a7f9 · outbound

This paper cites Energy-aware appli- cation placement in mobile edge computing: A stochastic optimization approach,.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty Energy-aware appli- cation placement in mobile edge computing: A stochastic optimization approach,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:25:22.162839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e06d16b2-74e9-44f0-97d8-8a5d534bc10c · outbound

This paper cites Robust service provisioning with service function chain requirements in mobile edge computing,.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty Robust service provisioning with service function chain requirements in mobile edge computing,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:25:22.151141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 149d271e-feeb-4ebb-83f1-38e35d9eb924 · outbound

This paper cites Deadline-aware sfc orchestration under demand uncertainty,.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty Deadline-aware sfc orchestration under demand uncertainty,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:25:22.140510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 93c02488-99ae-4601-860e-3714e62c64cd · outbound

This paper cites Energy-constrained computation offloading in space-air-ground integrated networks using distributionally robust optimization,.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty Energy-constrained computation offloading in space-air-ground integrated networks using distributionally robust optimization,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:25:22.129241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ca5bd588-b2d0-4b55-9e48-c34891d1d0e4 · outbound

This paper cites Hybrid model- data driven network slice reconfiguration by exploiting prediction interval and robust optimization,.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty Hybrid model- data driven network slice reconfiguration by exploiting prediction interval and robust optimization,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:25:22.117950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d7c476ac-601f-4ac7-b944-e33b93254f3a · outbound

This paper cites Delay-Aware Robust Edge Network Hardening Under Decision-Dependent Uncertainty.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty Delay-Aware Robust Edge Network Hardening Under Decision-Dependent Uncertainty

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-08-11T11:25:22.037392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1e6f16da-5cb7-43ad-b64d-5f697f209b53 · outbound

This paper cites Computability of global solutions to factorable nonconvex programs: Part i—convex underestimating problems,.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty Computability of global solutions to factorable nonconvex programs: Part i—convex underestimating problems,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:25:22.107924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6cf0955e-5a5e-4fe2-9721-3b41be56f5c7 · outbound

This paper cites A fairness- aware attacker-defender model for optimal edge network operation and protection,.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty A fairness- aware attacker-defender model for optimal edge network operation and protection,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:25:22.096237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c0c008ec-bdba-4f61-bd8e-2fb5d1e12043 · outbound

This paper cites Profit-aware edge server place- ment,.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty Profit-aware edge server place- ment,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:25:22.085301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 33f0cb9c-d028-4c3a-929c-5cf51848b80e · outbound

This paper cites Delay-aware microservice coordination in mobile edge computing: A reinforcement learning approach,.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty Delay-aware microservice coordination in mobile edge computing: A reinforcement learning approach,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:25:22.074184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 05a888b9-9a96-4ba3-bdbe-475d854bf5f0 · outbound

This paper cites User allocation-aware edge cloud placement in mobile edge computing,.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty User allocation-aware edge cloud placement in mobile edge computing,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:25:22.062389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9cae8cc3-51fe-4375-b6ae-0b2fceae6c86 · outbound

This paper cites an unresolved cited work.

Robust Dynamic Edge Service Placement Under Spatio-Temporal Correlated Demand Uncertainty Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:25:22.050348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

No inbound Pith citation observations are available.